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امتیاز F1×دقت×
حوزهارزیابی مدلارزیابی مدل
خانوادهMCDMMCDM
سال پیدایش197920th century
پدیدآورC. J. van RijsbergenHistorical statistical foundations
نوعEvaluation metricEvaluation metric
منبع بنیادینvan Rijsbergen, C. J. (1979). Information Retrieval (2nd ed.). Butterworth-Heinemann. link ↗Fawcett, T. (2006). An introduction to ROC analysis. Pattern Recognition Letters, 27(8), 861-874. DOI ↗
نام‌های دیگرF-measure, Harmonic MeanPositive Predictive Value, PPV
مرتبط55
خلاصهThe F1-score is the harmonic mean of precision and recall, providing a single metric that balances both concerns. It was introduced by van Rijsbergen in information retrieval and has become a standard metric for evaluating classification models where both precision and recall are important.Precision measures the proportion of positive predictions that were actually correct. It answers the question: 'Of all the cases we predicted as positive, how many were truly positive?' Precision is critical in scenarios where false positives are costly.
ScholarGateمجموعه‌داده
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  1. v1
  2. 2 منابع
  3. PUBLISHED

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ScholarGateمقایسهٔ روش‌ها: F1-Score · Precision. بازیابی‌شده در 2026-06-15 از https://scholargate.app/fa/compare